{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "pd.set_option('display.mpl_style', 'default')\n",
    "plt.rcParams['figure.figsize'] = (15, 3)\n",
    "plt.rcParams['font.family'] = 'sans-serif'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By the end of this chapter, we're going to have downloaded all of Canada's weather data for 2012, and saved it to a CSV. \n",
    "\n",
    "We'll do this by downloading it one month at a time, and then combining all the months together.\n",
    "\n",
    "Here's the temperature every hour for 2012!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbac6cffb90>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbac6cff790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weather_2012_final = pd.read_csv('../data/weather_2012.csv', index_col='Date/Time')\n",
    "weather_2012_final['Temp (C)'].plot(figsize=(15, 6))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5.1 Downloading one month of weather data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When playing with the cycling data, I wanted temperature and precipitation data to find out if people like biking when it's raining. So I went to the site for [Canadian historical weather data](http://climate.weather.gc.ca/index_e.html#access), and figured out how to get it automatically.\n",
    "\n",
    "Here we're going to get the data for March 2012, and clean it up\n",
    "\n",
    "Here's an URL template you can use to get data in Montreal. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "url_template = \"http://climate.weather.gc.ca/climateData/bulkdata_e.html?format=csv&stationID=5415&Year={year}&Month={month}&timeframe=1&submit=Download+Data\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To get the data for March 2013, we need to format it with `month=3, year=2012`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "url = url_template.format(month=3, year=2012)\n",
    "weather_mar2012 = pd.read_csv(url, skiprows=15, index_col='Date/Time', parse_dates=True, encoding='latin1', header=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This is super great! We can just use the same `read_csv` function as before, and just give it a URL as a filename. Awesome.\n",
    "\n",
    "There are 16 rows of metadata at the top of this CSV, but pandas knows CSVs are weird, so there's a `skiprows` options. We parse the dates again, and set 'Date/Time' to be the index column. Here's the resulting dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Time</th>\n",
       "      <th>Data Quality</th>\n",
       "      <th>Temp (Â°C)</th>\n",
       "      <th>Temp Flag</th>\n",
       "      <th>Dew Point Temp (Â°C)</th>\n",
       "      <th>Dew Point Temp Flag</th>\n",
       "      <th>Rel Hum (%)</th>\n",
       "      <th>...</th>\n",
       "      <th>Wind Spd Flag</th>\n",
       "      <th>Visibility (km)</th>\n",
       "      <th>Visibility Flag</th>\n",
       "      <th>Stn Press (kPa)</th>\n",
       "      <th>Stn Press Flag</th>\n",
       "      <th>Hmdx</th>\n",
       "      <th>Hmdx Flag</th>\n",
       "      <th>Wind Chill</th>\n",
       "      <th>Wind Chill Flag</th>\n",
       "      <th>Weather</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date/Time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-03-01 00:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 00:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-9.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 72</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.97</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-13</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 01:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 01:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 79</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  2.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-13</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 02:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 02:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 80</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-13</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 03:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 03:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-4.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 79</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-12</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 04:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 04:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 83</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  1.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-14</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 05:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 05:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 82</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  2.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.58</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-14</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 06:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 06:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 82</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.57</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-14</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 07:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 07:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-4.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 83</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  1.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.59</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-13</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 08:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 08:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 83</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  1.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.59</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-13</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 09:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 09:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-4.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 82</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  1.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-13</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 10:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 10:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-4.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 82</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  1.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-13</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 11:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 11:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-4.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 83</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-12</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 12:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 12:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-4.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 83</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  1.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.66</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-12</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 13:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 13:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-4.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 82</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  1.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-12</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 14:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 14:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-3.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 81</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  1.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-11</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 15:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 15:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-3.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 80</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  1.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-10</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 16:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 16:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-5.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 80</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  2.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> -8</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 17:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 17:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-2.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-5.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 80</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> -9</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 18:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 18:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 80</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> -9</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 19:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 19:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-3.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 81</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  3.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> -9</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 20:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 20:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-3.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 81</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-10</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 21:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 21:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-3.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 81</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-10</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 22:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 22:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-4.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 82</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  2.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-11</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 23:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  1</td>\n",
       "      <td> 23:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-4.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 81</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-11</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-02 00:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  2</td>\n",
       "      <td> 00:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 83</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  3.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-12</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-02 01:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  2</td>\n",
       "      <td> 01:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 82</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.09</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-12</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-02 02:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  2</td>\n",
       "      <td> 02:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 82</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-12</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-02 03:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  2</td>\n",
       "      <td> 03:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 83</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  4.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-12</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-02 04:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  2</td>\n",
       "      <td> 04:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 82</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-13</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-02 05:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td>  2</td>\n",
       "      <td> 05:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 81</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 12.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-12</td>\n",
       "      <td> NaN</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-30 18:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 30</td>\n",
       "      <td> 18:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 3.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 42</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 24.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> Mostly Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-30 19:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 30</td>\n",
       "      <td> 19:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 3.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 49</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> Mostly Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-30 20:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 30</td>\n",
       "      <td> 20:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 43</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> Mostly Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-30 21:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 30</td>\n",
       "      <td> 21:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 1.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 45</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-30 22:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 30</td>\n",
       "      <td> 22:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 0.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 53</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> Mostly Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-30 23:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 30</td>\n",
       "      <td> 23:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 1.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 51</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 00:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 00:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 47</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> Mostly Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 01:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 01:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 1.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-9.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 44</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.31</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> Mostly Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 02:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 02:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 1.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-9.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 44</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 03:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 03:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 0.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 49</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 04:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 04:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-0.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 56</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> -5</td>\n",
       "      <td> NaN</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 05:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 05:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-0.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-9.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 52</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> -5</td>\n",
       "      <td> NaN</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 06:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 06:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-0.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-9.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 52</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> -5</td>\n",
       "      <td> NaN</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 07:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 07:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-0.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-9.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 51</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> -5</td>\n",
       "      <td> NaN</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 08:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 08:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 0.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 50</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.33</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 09:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 09:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.8</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 50</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.34</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td> Mostly Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 10:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 10:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 2.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 44</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 11:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 11:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 4.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-9.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 35</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 12:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 12:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 6.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 37</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 13:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 13:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 6.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-9.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 30</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.08</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 14:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 14:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 31</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 101.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 15:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 15:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 30</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 16:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 16:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 8.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 31</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 17:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 17:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 7.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 31</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 18:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 18:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 7.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 33</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 48.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 19:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 19:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 5.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 36</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 20:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 20:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 4.4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-7.2</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 43</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 21:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 21:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 2.6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.3</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 52</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 22:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 22:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 2.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 50</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.82</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-31 23:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 31</td>\n",
       "      <td> 23:00</td>\n",
       "      <td>  </td>\n",
       "      <td> 1.5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-6.9</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 54</td>\n",
       "      <td>...</td>\n",
       "      <td> NaN</td>\n",
       "      <td> 25.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td> 100.79</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td> NaN</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>744 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Year  Month  Day   Time Data Quality  Temp (Â°C)  \\\n",
       "Date/Time                                                               \n",
       "2012-03-01 00:00:00  2012      3    1  00:00                     -5.5   \n",
       "2012-03-01 01:00:00  2012      3    1  01:00                     -5.7   \n",
       "2012-03-01 02:00:00  2012      3    1  02:00                     -5.4   \n",
       "2012-03-01 03:00:00  2012      3    1  03:00                     -4.7   \n",
       "2012-03-01 04:00:00  2012      3    1  04:00                     -5.4   \n",
       "2012-03-01 05:00:00  2012      3    1  05:00                     -5.3   \n",
       "2012-03-01 06:00:00  2012      3    1  06:00                     -5.2   \n",
       "2012-03-01 07:00:00  2012      3    1  07:00                     -4.9   \n",
       "2012-03-01 08:00:00  2012      3    1  08:00                     -5.0   \n",
       "2012-03-01 09:00:00  2012      3    1  09:00                     -4.9   \n",
       "2012-03-01 10:00:00  2012      3    1  10:00                     -4.7   \n",
       "2012-03-01 11:00:00  2012      3    1  11:00                     -4.4   \n",
       "2012-03-01 12:00:00  2012      3    1  12:00                     -4.3   \n",
       "2012-03-01 13:00:00  2012      3    1  13:00                     -4.3   \n",
       "2012-03-01 14:00:00  2012      3    1  14:00                     -3.9   \n",
       "2012-03-01 15:00:00  2012      3    1  15:00                     -3.3   \n",
       "2012-03-01 16:00:00  2012      3    1  16:00                     -2.7   \n",
       "2012-03-01 17:00:00  2012      3    1  17:00                     -2.9   \n",
       "2012-03-01 18:00:00  2012      3    1  18:00                     -3.0   \n",
       "2012-03-01 19:00:00  2012      3    1  19:00                     -3.6   \n",
       "2012-03-01 20:00:00  2012      3    1  20:00                     -3.7   \n",
       "2012-03-01 21:00:00  2012      3    1  21:00                     -3.9   \n",
       "2012-03-01 22:00:00  2012      3    1  22:00                     -4.3   \n",
       "2012-03-01 23:00:00  2012      3    1  23:00                     -4.3   \n",
       "2012-03-02 00:00:00  2012      3    2  00:00                     -4.8   \n",
       "2012-03-02 01:00:00  2012      3    2  01:00                     -5.3   \n",
       "2012-03-02 02:00:00  2012      3    2  02:00                     -5.2   \n",
       "2012-03-02 03:00:00  2012      3    2  03:00                     -5.5   \n",
       "2012-03-02 04:00:00  2012      3    2  04:00                     -5.6   \n",
       "2012-03-02 05:00:00  2012      3    2  05:00                     -5.5   \n",
       "...                   ...    ...  ...    ...          ...         ...   \n",
       "2012-03-30 18:00:00  2012      3   30  18:00                      3.9   \n",
       "2012-03-30 19:00:00  2012      3   30  19:00                      3.1   \n",
       "2012-03-30 20:00:00  2012      3   30  20:00                      3.0   \n",
       "2012-03-30 21:00:00  2012      3   30  21:00                      1.7   \n",
       "2012-03-30 22:00:00  2012      3   30  22:00                      0.4   \n",
       "2012-03-30 23:00:00  2012      3   30  23:00                      1.4   \n",
       "2012-03-31 00:00:00  2012      3   31  00:00                      1.5   \n",
       "2012-03-31 01:00:00  2012      3   31  01:00                      1.3   \n",
       "2012-03-31 02:00:00  2012      3   31  02:00                      1.3   \n",
       "2012-03-31 03:00:00  2012      3   31  03:00                      0.7   \n",
       "2012-03-31 04:00:00  2012      3   31  04:00                     -0.9   \n",
       "2012-03-31 05:00:00  2012      3   31  05:00                     -0.6   \n",
       "2012-03-31 06:00:00  2012      3   31  06:00                     -0.5   \n",
       "2012-03-31 07:00:00  2012      3   31  07:00                     -0.3   \n",
       "2012-03-31 08:00:00  2012      3   31  08:00                      0.7   \n",
       "2012-03-31 09:00:00  2012      3   31  09:00                      1.5   \n",
       "2012-03-31 10:00:00  2012      3   31  10:00                      2.9   \n",
       "2012-03-31 11:00:00  2012      3   31  11:00                      4.6   \n",
       "2012-03-31 12:00:00  2012      3   31  12:00                      6.4   \n",
       "2012-03-31 13:00:00  2012      3   31  13:00                      6.5   \n",
       "2012-03-31 14:00:00  2012      3   31  14:00                      7.7   \n",
       "2012-03-31 15:00:00  2012      3   31  15:00                      7.7   \n",
       "2012-03-31 16:00:00  2012      3   31  16:00                      8.4   \n",
       "2012-03-31 17:00:00  2012      3   31  17:00                      7.9   \n",
       "2012-03-31 18:00:00  2012      3   31  18:00                      7.0   \n",
       "2012-03-31 19:00:00  2012      3   31  19:00                      5.9   \n",
       "2012-03-31 20:00:00  2012      3   31  20:00                      4.4   \n",
       "2012-03-31 21:00:00  2012      3   31  21:00                      2.6   \n",
       "2012-03-31 22:00:00  2012      3   31  22:00                      2.7   \n",
       "2012-03-31 23:00:00  2012      3   31  23:00                      1.5   \n",
       "\n",
       "                     Temp Flag  Dew Point Temp (Â°C)  Dew Point Temp Flag  \\\n",
       "Date/Time                                                                   \n",
       "2012-03-01 00:00:00        NaN                  -9.7                  NaN   \n",
       "2012-03-01 01:00:00        NaN                  -8.7                  NaN   \n",
       "2012-03-01 02:00:00        NaN                  -8.3                  NaN   \n",
       "2012-03-01 03:00:00        NaN                  -7.7                  NaN   \n",
       "2012-03-01 04:00:00        NaN                  -7.8                  NaN   \n",
       "2012-03-01 05:00:00        NaN                  -7.9                  NaN   \n",
       "2012-03-01 06:00:00        NaN                  -7.8                  NaN   \n",
       "2012-03-01 07:00:00        NaN                  -7.4                  NaN   \n",
       "2012-03-01 08:00:00        NaN                  -7.5                  NaN   \n",
       "2012-03-01 09:00:00        NaN                  -7.5                  NaN   \n",
       "2012-03-01 10:00:00        NaN                  -7.3                  NaN   \n",
       "2012-03-01 11:00:00        NaN                  -6.8                  NaN   \n",
       "2012-03-01 12:00:00        NaN                  -6.8                  NaN   \n",
       "2012-03-01 13:00:00        NaN                  -6.9                  NaN   \n",
       "2012-03-01 14:00:00        NaN                  -6.6                  NaN   \n",
       "2012-03-01 15:00:00        NaN                  -6.2                  NaN   \n",
       "2012-03-01 16:00:00        NaN                  -5.7                  NaN   \n",
       "2012-03-01 17:00:00        NaN                  -5.9                  NaN   \n",
       "2012-03-01 18:00:00        NaN                  -6.0                  NaN   \n",
       "2012-03-01 19:00:00        NaN                  -6.4                  NaN   \n",
       "2012-03-01 20:00:00        NaN                  -6.4                  NaN   \n",
       "2012-03-01 21:00:00        NaN                  -6.7                  NaN   \n",
       "2012-03-01 22:00:00        NaN                  -6.9                  NaN   \n",
       "2012-03-01 23:00:00        NaN                  -7.1                  NaN   \n",
       "2012-03-02 00:00:00        NaN                  -7.3                  NaN   \n",
       "2012-03-02 01:00:00        NaN                  -7.9                  NaN   \n",
       "2012-03-02 02:00:00        NaN                  -7.8                  NaN   \n",
       "2012-03-02 03:00:00        NaN                  -7.9                  NaN   \n",
       "2012-03-02 04:00:00        NaN                  -8.2                  NaN   \n",
       "2012-03-02 05:00:00        NaN                  -8.3                  NaN   \n",
       "...                        ...                   ...                  ...   \n",
       "2012-03-30 18:00:00        NaN                  -7.9                  NaN   \n",
       "2012-03-30 19:00:00        NaN                  -6.7                  NaN   \n",
       "2012-03-30 20:00:00        NaN                  -8.4                  NaN   \n",
       "2012-03-30 21:00:00        NaN                  -9.0                  NaN   \n",
       "2012-03-30 22:00:00        NaN                  -8.1                  NaN   \n",
       "2012-03-30 23:00:00        NaN                  -7.7                  NaN   \n",
       "2012-03-31 00:00:00        NaN                  -8.6                  NaN   \n",
       "2012-03-31 01:00:00        NaN                  -9.6                  NaN   \n",
       "2012-03-31 02:00:00        NaN                  -9.7                  NaN   \n",
       "2012-03-31 03:00:00        NaN                  -8.8                  NaN   \n",
       "2012-03-31 04:00:00        NaN                  -8.5                  NaN   \n",
       "2012-03-31 05:00:00        NaN                  -9.2                  NaN   \n",
       "2012-03-31 06:00:00        NaN                  -9.2                  NaN   \n",
       "2012-03-31 07:00:00        NaN                  -9.2                  NaN   \n",
       "2012-03-31 08:00:00        NaN                  -8.5                  NaN   \n",
       "2012-03-31 09:00:00        NaN                  -7.8                  NaN   \n",
       "2012-03-31 10:00:00        NaN                  -8.1                  NaN   \n",
       "2012-03-31 11:00:00        NaN                  -9.7                  NaN   \n",
       "2012-03-31 12:00:00        NaN                  -7.1                  NaN   \n",
       "2012-03-31 13:00:00        NaN                  -9.7                  NaN   \n",
       "2012-03-31 14:00:00        NaN                  -8.5                  NaN   \n",
       "2012-03-31 15:00:00        NaN                  -8.6                  NaN   \n",
       "2012-03-31 16:00:00        NaN                  -7.7                  NaN   \n",
       "2012-03-31 17:00:00        NaN                  -8.1                  NaN   \n",
       "2012-03-31 18:00:00        NaN                  -8.2                  NaN   \n",
       "2012-03-31 19:00:00        NaN                  -8.0                  NaN   \n",
       "2012-03-31 20:00:00        NaN                  -7.2                  NaN   \n",
       "2012-03-31 21:00:00        NaN                  -6.3                  NaN   \n",
       "2012-03-31 22:00:00        NaN                  -6.7                  NaN   \n",
       "2012-03-31 23:00:00        NaN                  -6.9                  NaN   \n",
       "\n",
       "                     Rel Hum (%)      ...        Wind Spd Flag  \\\n",
       "Date/Time                             ...                        \n",
       "2012-03-01 00:00:00           72      ...                  NaN   \n",
       "2012-03-01 01:00:00           79      ...                  NaN   \n",
       "2012-03-01 02:00:00           80      ...                  NaN   \n",
       "2012-03-01 03:00:00           79      ...                  NaN   \n",
       "2012-03-01 04:00:00           83      ...                  NaN   \n",
       "2012-03-01 05:00:00           82      ...                  NaN   \n",
       "2012-03-01 06:00:00           82      ...                  NaN   \n",
       "2012-03-01 07:00:00           83      ...                  NaN   \n",
       "2012-03-01 08:00:00           83      ...                  NaN   \n",
       "2012-03-01 09:00:00           82      ...                  NaN   \n",
       "2012-03-01 10:00:00           82      ...                  NaN   \n",
       "2012-03-01 11:00:00           83      ...                  NaN   \n",
       "2012-03-01 12:00:00           83      ...                  NaN   \n",
       "2012-03-01 13:00:00           82      ...                  NaN   \n",
       "2012-03-01 14:00:00           81      ...                  NaN   \n",
       "2012-03-01 15:00:00           80      ...                  NaN   \n",
       "2012-03-01 16:00:00           80      ...                  NaN   \n",
       "2012-03-01 17:00:00           80      ...                  NaN   \n",
       "2012-03-01 18:00:00           80      ...                  NaN   \n",
       "2012-03-01 19:00:00           81      ...                  NaN   \n",
       "2012-03-01 20:00:00           81      ...                  NaN   \n",
       "2012-03-01 21:00:00           81      ...                  NaN   \n",
       "2012-03-01 22:00:00           82      ...                  NaN   \n",
       "2012-03-01 23:00:00           81      ...                  NaN   \n",
       "2012-03-02 00:00:00           83      ...                  NaN   \n",
       "2012-03-02 01:00:00           82      ...                  NaN   \n",
       "2012-03-02 02:00:00           82      ...                  NaN   \n",
       "2012-03-02 03:00:00           83      ...                  NaN   \n",
       "2012-03-02 04:00:00           82      ...                  NaN   \n",
       "2012-03-02 05:00:00           81      ...                  NaN   \n",
       "...                          ...      ...                  ...   \n",
       "2012-03-30 18:00:00           42      ...                  NaN   \n",
       "2012-03-30 19:00:00           49      ...                  NaN   \n",
       "2012-03-30 20:00:00           43      ...                  NaN   \n",
       "2012-03-30 21:00:00           45      ...                  NaN   \n",
       "2012-03-30 22:00:00           53      ...                  NaN   \n",
       "2012-03-30 23:00:00           51      ...                  NaN   \n",
       "2012-03-31 00:00:00           47      ...                  NaN   \n",
       "2012-03-31 01:00:00           44      ...                  NaN   \n",
       "2012-03-31 02:00:00           44      ...                  NaN   \n",
       "2012-03-31 03:00:00           49      ...                  NaN   \n",
       "2012-03-31 04:00:00           56      ...                  NaN   \n",
       "2012-03-31 05:00:00           52      ...                  NaN   \n",
       "2012-03-31 06:00:00           52      ...                  NaN   \n",
       "2012-03-31 07:00:00           51      ...                  NaN   \n",
       "2012-03-31 08:00:00           50      ...                  NaN   \n",
       "2012-03-31 09:00:00           50      ...                  NaN   \n",
       "2012-03-31 10:00:00           44      ...                  NaN   \n",
       "2012-03-31 11:00:00           35      ...                  NaN   \n",
       "2012-03-31 12:00:00           37      ...                  NaN   \n",
       "2012-03-31 13:00:00           30      ...                  NaN   \n",
       "2012-03-31 14:00:00           31      ...                  NaN   \n",
       "2012-03-31 15:00:00           30      ...                  NaN   \n",
       "2012-03-31 16:00:00           31      ...                  NaN   \n",
       "2012-03-31 17:00:00           31      ...                  NaN   \n",
       "2012-03-31 18:00:00           33      ...                  NaN   \n",
       "2012-03-31 19:00:00           36      ...                  NaN   \n",
       "2012-03-31 20:00:00           43      ...                  NaN   \n",
       "2012-03-31 21:00:00           52      ...                  NaN   \n",
       "2012-03-31 22:00:00           50      ...                  NaN   \n",
       "2012-03-31 23:00:00           54      ...                  NaN   \n",
       "\n",
       "                     Visibility (km)  Visibility Flag  Stn Press (kPa)  \\\n",
       "Date/Time                                                                \n",
       "2012-03-01 00:00:00              4.0              NaN           100.97   \n",
       "2012-03-01 01:00:00              2.4              NaN           100.87   \n",
       "2012-03-01 02:00:00              4.8              NaN           100.80   \n",
       "2012-03-01 03:00:00              4.0              NaN           100.69   \n",
       "2012-03-01 04:00:00              1.6              NaN           100.62   \n",
       "2012-03-01 05:00:00              2.4              NaN           100.58   \n",
       "2012-03-01 06:00:00              4.0              NaN           100.57   \n",
       "2012-03-01 07:00:00              1.6              NaN           100.59   \n",
       "2012-03-01 08:00:00              1.2              NaN           100.59   \n",
       "2012-03-01 09:00:00              1.6              NaN           100.60   \n",
       "2012-03-01 10:00:00              1.2              NaN           100.62   \n",
       "2012-03-01 11:00:00              1.0              NaN           100.66   \n",
       "2012-03-01 12:00:00              1.2              NaN           100.66   \n",
       "2012-03-01 13:00:00              1.2              NaN           100.65   \n",
       "2012-03-01 14:00:00              1.2              NaN           100.67   \n",
       "2012-03-01 15:00:00              1.6              NaN           100.71   \n",
       "2012-03-01 16:00:00              2.4              NaN           100.74   \n",
       "2012-03-01 17:00:00              4.0              NaN           100.80   \n",
       "2012-03-01 18:00:00              4.0              NaN           100.87   \n",
       "2012-03-01 19:00:00              3.2              NaN           100.93   \n",
       "2012-03-01 20:00:00              4.8              NaN           100.95   \n",
       "2012-03-01 21:00:00              6.4              NaN           100.98   \n",
       "2012-03-01 22:00:00              2.4              NaN           101.00   \n",
       "2012-03-01 23:00:00              4.8              NaN           101.04   \n",
       "2012-03-02 00:00:00              3.2              NaN           101.04   \n",
       "2012-03-02 01:00:00              4.8              NaN           101.09   \n",
       "2012-03-02 02:00:00              6.4              NaN           101.11   \n",
       "2012-03-02 03:00:00              4.8              NaN           101.15   \n",
       "2012-03-02 04:00:00              6.4              NaN           101.15   \n",
       "2012-03-02 05:00:00             12.9              NaN           101.15   \n",
       "...                              ...              ...              ...   \n",
       "2012-03-30 18:00:00             24.1              NaN           101.26   \n",
       "2012-03-30 19:00:00             25.0              NaN           101.29   \n",
       "2012-03-30 20:00:00             25.0              NaN           101.30   \n",
       "2012-03-30 21:00:00             25.0              NaN           101.32   \n",
       "2012-03-30 22:00:00             25.0              NaN           101.30   \n",
       "2012-03-30 23:00:00             25.0              NaN           101.34   \n",
       "2012-03-31 00:00:00             25.0              NaN           101.33   \n",
       "2012-03-31 01:00:00             25.0              NaN           101.31   \n",
       "2012-03-31 02:00:00             25.0              NaN           101.29   \n",
       "2012-03-31 03:00:00             25.0              NaN           101.30   \n",
       "2012-03-31 04:00:00             25.0              NaN           101.32   \n",
       "2012-03-31 05:00:00             25.0              NaN           101.30   \n",
       "2012-03-31 06:00:00             48.3              NaN           101.32   \n",
       "2012-03-31 07:00:00             48.3              NaN           101.32   \n",
       "2012-03-31 08:00:00             48.3              NaN           101.33   \n",
       "2012-03-31 09:00:00             48.3              NaN           101.34   \n",
       "2012-03-31 10:00:00             48.3              NaN           101.30   \n",
       "2012-03-31 11:00:00             48.3              NaN           101.24   \n",
       "2012-03-31 12:00:00             48.3              NaN           101.16   \n",
       "2012-03-31 13:00:00             48.3              NaN           101.08   \n",
       "2012-03-31 14:00:00             48.3              NaN           101.01   \n",
       "2012-03-31 15:00:00             48.3              NaN           100.94   \n",
       "2012-03-31 16:00:00             48.3              NaN           100.89   \n",
       "2012-03-31 17:00:00             48.3              NaN           100.88   \n",
       "2012-03-31 18:00:00             48.3              NaN           100.87   \n",
       "2012-03-31 19:00:00             25.0              NaN           100.88   \n",
       "2012-03-31 20:00:00             25.0              NaN           100.85   \n",
       "2012-03-31 21:00:00             25.0              NaN           100.86   \n",
       "2012-03-31 22:00:00             25.0              NaN           100.82   \n",
       "2012-03-31 23:00:00             25.0              NaN           100.79   \n",
       "\n",
       "                    Stn Press Flag  Hmdx  Hmdx Flag  Wind Chill  \\\n",
       "Date/Time                                                         \n",
       "2012-03-01 00:00:00            NaN   NaN        NaN         -13   \n",
       "2012-03-01 01:00:00            NaN   NaN        NaN         -13   \n",
       "2012-03-01 02:00:00            NaN   NaN        NaN         -13   \n",
       "2012-03-01 03:00:00            NaN   NaN        NaN         -12   \n",
       "2012-03-01 04:00:00            NaN   NaN        NaN         -14   \n",
       "2012-03-01 05:00:00            NaN   NaN        NaN         -14   \n",
       "2012-03-01 06:00:00            NaN   NaN        NaN         -14   \n",
       "2012-03-01 07:00:00            NaN   NaN        NaN         -13   \n",
       "2012-03-01 08:00:00            NaN   NaN        NaN         -13   \n",
       "2012-03-01 09:00:00            NaN   NaN        NaN         -13   \n",
       "2012-03-01 10:00:00            NaN   NaN        NaN         -13   \n",
       "2012-03-01 11:00:00            NaN   NaN        NaN         -12   \n",
       "2012-03-01 12:00:00            NaN   NaN        NaN         -12   \n",
       "2012-03-01 13:00:00            NaN   NaN        NaN         -12   \n",
       "2012-03-01 14:00:00            NaN   NaN        NaN         -11   \n",
       "2012-03-01 15:00:00            NaN   NaN        NaN         -10   \n",
       "2012-03-01 16:00:00            NaN   NaN        NaN          -8   \n",
       "2012-03-01 17:00:00            NaN   NaN        NaN          -9   \n",
       "2012-03-01 18:00:00            NaN   NaN        NaN          -9   \n",
       "2012-03-01 19:00:00            NaN   NaN        NaN          -9   \n",
       "2012-03-01 20:00:00            NaN   NaN        NaN         -10   \n",
       "2012-03-01 21:00:00            NaN   NaN        NaN         -10   \n",
       "2012-03-01 22:00:00            NaN   NaN        NaN         -11   \n",
       "2012-03-01 23:00:00            NaN   NaN        NaN         -11   \n",
       "2012-03-02 00:00:00            NaN   NaN        NaN         -12   \n",
       "2012-03-02 01:00:00            NaN   NaN        NaN         -12   \n",
       "2012-03-02 02:00:00            NaN   NaN        NaN         -12   \n",
       "2012-03-02 03:00:00            NaN   NaN        NaN         -12   \n",
       "2012-03-02 04:00:00            NaN   NaN        NaN         -13   \n",
       "2012-03-02 05:00:00            NaN   NaN        NaN         -12   \n",
       "...                            ...   ...        ...         ...   \n",
       "2012-03-30 18:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-30 19:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-30 20:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-30 21:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-30 22:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-30 23:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 00:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 01:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 02:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 03:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 04:00:00            NaN   NaN        NaN          -5   \n",
       "2012-03-31 05:00:00            NaN   NaN        NaN          -5   \n",
       "2012-03-31 06:00:00            NaN   NaN        NaN          -5   \n",
       "2012-03-31 07:00:00            NaN   NaN        NaN          -5   \n",
       "2012-03-31 08:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 09:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 10:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 11:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 12:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 13:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 14:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 15:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 16:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 17:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 18:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 19:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 20:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 21:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 22:00:00            NaN   NaN        NaN         NaN   \n",
       "2012-03-31 23:00:00            NaN   NaN        NaN         NaN   \n",
       "\n",
       "                     Wind Chill Flag        Weather  \n",
       "Date/Time                                            \n",
       "2012-03-01 00:00:00              NaN           Snow  \n",
       "2012-03-01 01:00:00              NaN           Snow  \n",
       "2012-03-01 02:00:00              NaN           Snow  \n",
       "2012-03-01 03:00:00              NaN           Snow  \n",
       "2012-03-01 04:00:00              NaN           Snow  \n",
       "2012-03-01 05:00:00              NaN           Snow  \n",
       "2012-03-01 06:00:00              NaN           Snow  \n",
       "2012-03-01 07:00:00              NaN           Snow  \n",
       "2012-03-01 08:00:00              NaN           Snow  \n",
       "2012-03-01 09:00:00              NaN           Snow  \n",
       "2012-03-01 10:00:00              NaN           Snow  \n",
       "2012-03-01 11:00:00              NaN           Snow  \n",
       "2012-03-01 12:00:00              NaN           Snow  \n",
       "2012-03-01 13:00:00              NaN           Snow  \n",
       "2012-03-01 14:00:00              NaN           Snow  \n",
       "2012-03-01 15:00:00              NaN           Snow  \n",
       "2012-03-01 16:00:00              NaN           Snow  \n",
       "2012-03-01 17:00:00              NaN           Snow  \n",
       "2012-03-01 18:00:00              NaN           Snow  \n",
       "2012-03-01 19:00:00              NaN           Snow  \n",
       "2012-03-01 20:00:00              NaN           Snow  \n",
       "2012-03-01 21:00:00              NaN           Snow  \n",
       "2012-03-01 22:00:00              NaN           Snow  \n",
       "2012-03-01 23:00:00              NaN           Snow  \n",
       "2012-03-02 00:00:00              NaN           Snow  \n",
       "2012-03-02 01:00:00              NaN           Snow  \n",
       "2012-03-02 02:00:00              NaN           Snow  \n",
       "2012-03-02 03:00:00              NaN           Snow  \n",
       "2012-03-02 04:00:00              NaN           Snow  \n",
       "2012-03-02 05:00:00              NaN           Snow  \n",
       "...                              ...            ...  \n",
       "2012-03-30 18:00:00              NaN  Mostly Cloudy  \n",
       "2012-03-30 19:00:00              NaN  Mostly Cloudy  \n",
       "2012-03-30 20:00:00              NaN  Mostly Cloudy  \n",
       "2012-03-30 21:00:00              NaN         Cloudy  \n",
       "2012-03-30 22:00:00              NaN  Mostly Cloudy  \n",
       "2012-03-30 23:00:00              NaN   Mainly Clear  \n",
       "2012-03-31 00:00:00              NaN  Mostly Cloudy  \n",
       "2012-03-31 01:00:00              NaN  Mostly Cloudy  \n",
       "2012-03-31 02:00:00              NaN         Cloudy  \n",
       "2012-03-31 03:00:00              NaN         Cloudy  \n",
       "2012-03-31 04:00:00              NaN         Cloudy  \n",
       "2012-03-31 05:00:00              NaN         Cloudy  \n",
       "2012-03-31 06:00:00              NaN         Cloudy  \n",
       "2012-03-31 07:00:00              NaN         Cloudy  \n",
       "2012-03-31 08:00:00              NaN         Cloudy  \n",
       "2012-03-31 09:00:00              NaN  Mostly Cloudy  \n",
       "2012-03-31 10:00:00              NaN   Mainly Clear  \n",
       "2012-03-31 11:00:00              NaN          Clear  \n",
       "2012-03-31 12:00:00              NaN          Clear  \n",
       "2012-03-31 13:00:00              NaN          Clear  \n",
       "2012-03-31 14:00:00              NaN   Mainly Clear  \n",
       "2012-03-31 15:00:00              NaN   Mainly Clear  \n",
       "2012-03-31 16:00:00              NaN   Mainly Clear  \n",
       "2012-03-31 17:00:00              NaN   Mainly Clear  \n",
       "2012-03-31 18:00:00              NaN   Mainly Clear  \n",
       "2012-03-31 19:00:00              NaN          Clear  \n",
       "2012-03-31 20:00:00              NaN          Clear  \n",
       "2012-03-31 21:00:00              NaN          Clear  \n",
       "2012-03-31 22:00:00              NaN          Clear  \n",
       "2012-03-31 23:00:00              NaN          Clear  \n",
       "\n",
       "[744 rows x 24 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_mar2012"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's plot it!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbac690cd50>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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       "LAAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbac690c5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weather_mar2012[u\"Temp (\\xc2\\xb0C)\"].plot(figsize=(15, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice how it goes up to 25° C in the middle there? That was a big deal. It was March, and people were wearing shorts outside. \n",
    "\n",
    "And I was out of town and I missed it. Still sad, humans.\n",
    "\n",
    "I had to write `'\\xb0'` for that degree character °. Let's fix up the columns. We're going to just print them out, copy, and fix them up by hand."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "weather_mar2012.columns = [\n",
    "    u'Year', u'Month', u'Day', u'Time', u'Data Quality', u'Temp (C)', \n",
    "    u'Temp Flag', u'Dew Point Temp (C)', u'Dew Point Temp Flag', \n",
    "    u'Rel Hum (%)', u'Rel Hum Flag', u'Wind Dir (10s deg)', u'Wind Dir Flag', \n",
    "    u'Wind Spd (km/h)', u'Wind Spd Flag', u'Visibility (km)', u'Visibility Flag',\n",
    "    u'Stn Press (kPa)', u'Stn Press Flag', u'Hmdx', u'Hmdx Flag', u'Wind Chill', \n",
    "    u'Wind Chill Flag', u'Weather']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You'll notice in the summary above that there are a few columns which are are either entirely empty or only have a few values in them. Let's get rid of all of those with `dropna`.\n",
    "\n",
    "The argument `axis=1` to `dropna` means \"drop columns\", not rows\", and `how='any'` means \"drop the column if any value is null\". \n",
    "\n",
    "This is much better now -- we only have columns with real data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Time</th>\n",
       "      <th>Data Quality</th>\n",
       "      <th>Temp (C)</th>\n",
       "      <th>Dew Point Temp (C)</th>\n",
       "      <th>Rel Hum (%)</th>\n",
       "      <th>Wind Spd (km/h)</th>\n",
       "      <th>Visibility (km)</th>\n",
       "      <th>Stn Press (kPa)</th>\n",
       "      <th>Weather</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date/Time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-03-01 00:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 1</td>\n",
       "      <td> 00:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.5</td>\n",
       "      <td>-9.7</td>\n",
       "      <td> 72</td>\n",
       "      <td> 24</td>\n",
       "      <td> 4.0</td>\n",
       "      <td> 100.97</td>\n",
       "      <td> Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 01:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 1</td>\n",
       "      <td> 01:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.7</td>\n",
       "      <td>-8.7</td>\n",
       "      <td> 79</td>\n",
       "      <td> 26</td>\n",
       "      <td> 2.4</td>\n",
       "      <td> 100.87</td>\n",
       "      <td> Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 02:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 1</td>\n",
       "      <td> 02:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.4</td>\n",
       "      <td>-8.3</td>\n",
       "      <td> 80</td>\n",
       "      <td> 28</td>\n",
       "      <td> 4.8</td>\n",
       "      <td> 100.80</td>\n",
       "      <td> Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 03:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 1</td>\n",
       "      <td> 03:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-4.7</td>\n",
       "      <td>-7.7</td>\n",
       "      <td> 79</td>\n",
       "      <td> 28</td>\n",
       "      <td> 4.0</td>\n",
       "      <td> 100.69</td>\n",
       "      <td> Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 04:00:00</th>\n",
       "      <td> 2012</td>\n",
       "      <td> 3</td>\n",
       "      <td> 1</td>\n",
       "      <td> 04:00</td>\n",
       "      <td>  </td>\n",
       "      <td>-5.4</td>\n",
       "      <td>-7.8</td>\n",
       "      <td> 83</td>\n",
       "      <td> 35</td>\n",
       "      <td> 1.6</td>\n",
       "      <td> 100.62</td>\n",
       "      <td> Snow</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Year  Month  Day   Time Data Quality  Temp (C)  \\\n",
       "Date/Time                                                             \n",
       "2012-03-01 00:00:00  2012      3    1  00:00                   -5.5   \n",
       "2012-03-01 01:00:00  2012      3    1  01:00                   -5.7   \n",
       "2012-03-01 02:00:00  2012      3    1  02:00                   -5.4   \n",
       "2012-03-01 03:00:00  2012      3    1  03:00                   -4.7   \n",
       "2012-03-01 04:00:00  2012      3    1  04:00                   -5.4   \n",
       "\n",
       "                     Dew Point Temp (C)  Rel Hum (%)  Wind Spd (km/h)  \\\n",
       "Date/Time                                                               \n",
       "2012-03-01 00:00:00                -9.7           72               24   \n",
       "2012-03-01 01:00:00                -8.7           79               26   \n",
       "2012-03-01 02:00:00                -8.3           80               28   \n",
       "2012-03-01 03:00:00                -7.7           79               28   \n",
       "2012-03-01 04:00:00                -7.8           83               35   \n",
       "\n",
       "                     Visibility (km)  Stn Press (kPa) Weather  \n",
       "Date/Time                                                      \n",
       "2012-03-01 00:00:00              4.0           100.97    Snow  \n",
       "2012-03-01 01:00:00              2.4           100.87    Snow  \n",
       "2012-03-01 02:00:00              4.8           100.80    Snow  \n",
       "2012-03-01 03:00:00              4.0           100.69    Snow  \n",
       "2012-03-01 04:00:00              1.6           100.62    Snow  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_mar2012 = weather_mar2012.dropna(axis=1, how='any')\n",
    "weather_mar2012[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Year/Month/Day/Time columns are redundant, though, and the Data Quality column doesn't look too useful. Let's get rid of those.\n",
    "\n",
    "The `axis=1` argument means \"Drop columns\", like before. The default for operations like `dropna` and `drop` is always to operate on rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Temp (C)</th>\n",
       "      <th>Dew Point Temp (C)</th>\n",
       "      <th>Rel Hum (%)</th>\n",
       "      <th>Wind Spd (km/h)</th>\n",
       "      <th>Visibility (km)</th>\n",
       "      <th>Stn Press (kPa)</th>\n",
       "      <th>Weather</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date/Time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-03-01 00:00:00</th>\n",
       "      <td>-5.5</td>\n",
       "      <td>-9.7</td>\n",
       "      <td> 72</td>\n",
       "      <td> 24</td>\n",
       "      <td> 4.0</td>\n",
       "      <td> 100.97</td>\n",
       "      <td> Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 01:00:00</th>\n",
       "      <td>-5.7</td>\n",
       "      <td>-8.7</td>\n",
       "      <td> 79</td>\n",
       "      <td> 26</td>\n",
       "      <td> 2.4</td>\n",
       "      <td> 100.87</td>\n",
       "      <td> Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 02:00:00</th>\n",
       "      <td>-5.4</td>\n",
       "      <td>-8.3</td>\n",
       "      <td> 80</td>\n",
       "      <td> 28</td>\n",
       "      <td> 4.8</td>\n",
       "      <td> 100.80</td>\n",
       "      <td> Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 03:00:00</th>\n",
       "      <td>-4.7</td>\n",
       "      <td>-7.7</td>\n",
       "      <td> 79</td>\n",
       "      <td> 28</td>\n",
       "      <td> 4.0</td>\n",
       "      <td> 100.69</td>\n",
       "      <td> Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-03-01 04:00:00</th>\n",
       "      <td>-5.4</td>\n",
       "      <td>-7.8</td>\n",
       "      <td> 83</td>\n",
       "      <td> 35</td>\n",
       "      <td> 1.6</td>\n",
       "      <td> 100.62</td>\n",
       "      <td> Snow</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Temp (C)  Dew Point Temp (C)  Rel Hum (%)  \\\n",
       "Date/Time                                                        \n",
       "2012-03-01 00:00:00      -5.5                -9.7           72   \n",
       "2012-03-01 01:00:00      -5.7                -8.7           79   \n",
       "2012-03-01 02:00:00      -5.4                -8.3           80   \n",
       "2012-03-01 03:00:00      -4.7                -7.7           79   \n",
       "2012-03-01 04:00:00      -5.4                -7.8           83   \n",
       "\n",
       "                     Wind Spd (km/h)  Visibility (km)  Stn Press (kPa) Weather  \n",
       "Date/Time                                                                       \n",
       "2012-03-01 00:00:00               24              4.0           100.97    Snow  \n",
       "2012-03-01 01:00:00               26              2.4           100.87    Snow  \n",
       "2012-03-01 02:00:00               28              4.8           100.80    Snow  \n",
       "2012-03-01 03:00:00               28              4.0           100.69    Snow  \n",
       "2012-03-01 04:00:00               35              1.6           100.62    Snow  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_mar2012 = weather_mar2012.drop(['Year', 'Month', 'Day', 'Time', 'Data Quality'], axis=1)\n",
    "weather_mar2012[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Awesome! We now only have the relevant columns, and it's much more manageable."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2.3 Plotting the temperature by hour of day"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This one's just for fun -- we've already done this before, using groupby and aggregate! We will learn whether or not it gets colder at night. Well, obviously. But let's do it anyway."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<bound method DataFrame.head of                      Temp (C)\n",
      "Date/Time                    \n",
      "2012-03-01 00:00:00      -5.5\n",
      "2012-03-01 01:00:00      -5.7\n",
      "2012-03-01 02:00:00      -5.4\n",
      "2012-03-01 03:00:00      -4.7\n",
      "2012-03-01 04:00:00      -5.4\n",
      "2012-03-01 05:00:00      -5.3\n",
      "2012-03-01 06:00:00      -5.2\n",
      "2012-03-01 07:00:00      -4.9\n",
      "2012-03-01 08:00:00      -5.0\n",
      "2012-03-01 09:00:00      -4.9\n",
      "2012-03-01 10:00:00      -4.7\n",
      "2012-03-01 11:00:00      -4.4\n",
      "2012-03-01 12:00:00      -4.3\n",
      "2012-03-01 13:00:00      -4.3\n",
      "2012-03-01 14:00:00      -3.9\n",
      "2012-03-01 15:00:00      -3.3\n",
      "2012-03-01 16:00:00      -2.7\n",
      "2012-03-01 17:00:00      -2.9\n",
      "2012-03-01 18:00:00      -3.0\n",
      "2012-03-01 19:00:00      -3.6\n",
      "2012-03-01 20:00:00      -3.7\n",
      "2012-03-01 21:00:00      -3.9\n",
      "2012-03-01 22:00:00      -4.3\n",
      "2012-03-01 23:00:00      -4.3\n",
      "2012-03-02 00:00:00      -4.8\n",
      "2012-03-02 01:00:00      -5.3\n",
      "2012-03-02 02:00:00      -5.2\n",
      "2012-03-02 03:00:00      -5.5\n",
      "2012-03-02 04:00:00      -5.6\n",
      "2012-03-02 05:00:00      -5.5\n",
      "...                       ...\n",
      "2012-03-30 18:00:00       3.9\n",
      "2012-03-30 19:00:00       3.1\n",
      "2012-03-30 20:00:00       3.0\n",
      "2012-03-30 21:00:00       1.7\n",
      "2012-03-30 22:00:00       0.4\n",
      "2012-03-30 23:00:00       1.4\n",
      "2012-03-31 00:00:00       1.5\n",
      "2012-03-31 01:00:00       1.3\n",
      "2012-03-31 02:00:00       1.3\n",
      "2012-03-31 03:00:00       0.7\n",
      "2012-03-31 04:00:00      -0.9\n",
      "2012-03-31 05:00:00      -0.6\n",
      "2012-03-31 06:00:00      -0.5\n",
      "2012-03-31 07:00:00      -0.3\n",
      "2012-03-31 08:00:00       0.7\n",
      "2012-03-31 09:00:00       1.5\n",
      "2012-03-31 10:00:00       2.9\n",
      "2012-03-31 11:00:00       4.6\n",
      "2012-03-31 12:00:00       6.4\n",
      "2012-03-31 13:00:00       6.5\n",
      "2012-03-31 14:00:00       7.7\n",
      "2012-03-31 15:00:00       7.7\n",
      "2012-03-31 16:00:00       8.4\n",
      "2012-03-31 17:00:00       7.9\n",
      "2012-03-31 18:00:00       7.0\n",
      "2012-03-31 19:00:00       5.9\n",
      "2012-03-31 20:00:00       4.4\n",
      "2012-03-31 21:00:00       2.6\n",
      "2012-03-31 22:00:00       2.7\n",
      "2012-03-31 23:00:00       1.5\n",
      "\n",
      "[744 rows x 1 columns]>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fbac6876b10>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fbac67dfa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "temperatures = weather_mar2012[[u'Temp (C)']].copy()\n",
    "print(temperatures.head)\n",
    "temperatures.loc[:,'Hour'] = weather_mar2012.index.hour\n",
    "temperatures.groupby('Hour').aggregate(np.median).plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So it looks like the time with the highest median temperature is 2pm. Neat."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5.3 Getting the whole year of data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Okay, so what if we want the data for the whole year? Ideally the API would just let us download that, but I couldn't figure out a way to do that.\n",
    "\n",
    "First, let's put our work from above into a function that gets the weather for a given month. \n",
    "\n",
    "I noticed that there's an irritating bug where when I ask for January, it gives me data for the previous year, so we'll fix that too. [no, really. You can check =)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "def download_weather_month(year, month):\n",
    "    if month == 1:\n",
    "        year += 1\n",
    "    url = url_template.format(year=year, month=month)\n",
    "    weather_data = pd.read_csv(url, skiprows=15, index_col='Date/Time', parse_dates=True, header=True)\n",
    "    weather_data = weather_data.dropna(axis=1)\n",
    "    weather_data.columns = [col.replace('\\xb0', '') for col in weather_data.columns]\n",
    "    weather_data = weather_data.drop(['Year', 'Day', 'Month', 'Time', 'Data Quality'], axis=1)\n",
    "    return weather_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can test that this function does the right thing:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Temp (C)</th>\n",
       "      <th>Dew Point Temp (C)</th>\n",
       "      <th>Rel Hum (%)</th>\n",
       "      <th>Wind Spd (km/h)</th>\n",
       "      <th>Visibility (km)</th>\n",
       "      <th>Stn Press (kPa)</th>\n",
       "      <th>Weather</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date/Time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-01-01 00:00:00</th>\n",
       "      <td>-1.0</td>\n",
       "      <td> -1.7</td>\n",
       "      <td> 95</td>\n",
       "      <td> 35</td>\n",
       "      <td>  6.4</td>\n",
       "      <td>  99.89</td>\n",
       "      <td>         Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 01:00:00</th>\n",
       "      <td>-2.0</td>\n",
       "      <td> -5.1</td>\n",
       "      <td> 79</td>\n",
       "      <td> 35</td>\n",
       "      <td> 16.1</td>\n",
       "      <td>  99.93</td>\n",
       "      <td> Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 02:00:00</th>\n",
       "      <td>-2.7</td>\n",
       "      <td> -6.0</td>\n",
       "      <td> 78</td>\n",
       "      <td> 28</td>\n",
       "      <td> 19.3</td>\n",
       "      <td> 100.08</td>\n",
       "      <td>         Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 03:00:00</th>\n",
       "      <td>-5.6</td>\n",
       "      <td>-11.7</td>\n",
       "      <td> 62</td>\n",
       "      <td> 30</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.21</td>\n",
       "      <td>        Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 04:00:00</th>\n",
       "      <td>-7.7</td>\n",
       "      <td>-12.6</td>\n",
       "      <td> 68</td>\n",
       "      <td> 35</td>\n",
       "      <td> 19.3</td>\n",
       "      <td> 100.32</td>\n",
       "      <td> Mainly Clear</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Temp (C)  Dew Point Temp (C)  Rel Hum (%)  \\\n",
       "Date/Time                                                        \n",
       "2013-01-01 00:00:00      -1.0                -1.7           95   \n",
       "2013-01-01 01:00:00      -2.0                -5.1           79   \n",
       "2013-01-01 02:00:00      -2.7                -6.0           78   \n",
       "2013-01-01 03:00:00      -5.6               -11.7           62   \n",
       "2013-01-01 04:00:00      -7.7               -12.6           68   \n",
       "\n",
       "                     Wind Spd (km/h)  Visibility (km)  Stn Press (kPa)  \\\n",
       "Date/Time                                                                \n",
       "2013-01-01 00:00:00               35              6.4            99.89   \n",
       "2013-01-01 01:00:00               35             16.1            99.93   \n",
       "2013-01-01 02:00:00               28             19.3           100.08   \n",
       "2013-01-01 03:00:00               30             25.0           100.21   \n",
       "2013-01-01 04:00:00               35             19.3           100.32   \n",
       "\n",
       "                          Weather  \n",
       "Date/Time                          \n",
       "2013-01-01 00:00:00          Snow  \n",
       "2013-01-01 01:00:00  Mainly Clear  \n",
       "2013-01-01 02:00:00          Snow  \n",
       "2013-01-01 03:00:00         Clear  \n",
       "2013-01-01 04:00:00  Mainly Clear  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "download_weather_month(2012, 1)[:5]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can get all the months at once. This will take a little while to run."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "data_by_month = [download_weather_month(2012, i) for i in range(1, 13)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once we have this, it's easy to concatenate all the dataframes together into one big dataframe using `pd.concat`. And now we have the whole year's data!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Temp (C)</th>\n",
       "      <th>Dew Point Temp (C)</th>\n",
       "      <th>Rel Hum (%)</th>\n",
       "      <th>Wind Spd (km/h)</th>\n",
       "      <th>Visibility (km)</th>\n",
       "      <th>Stn Press (kPa)</th>\n",
       "      <th>Weather</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date/Time</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-01-01 00:00:00</th>\n",
       "      <td> -1.0</td>\n",
       "      <td> -1.7</td>\n",
       "      <td> 95</td>\n",
       "      <td> 35</td>\n",
       "      <td>  6.4</td>\n",
       "      <td>  99.89</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 01:00:00</th>\n",
       "      <td> -2.0</td>\n",
       "      <td> -5.1</td>\n",
       "      <td> 79</td>\n",
       "      <td> 35</td>\n",
       "      <td> 16.1</td>\n",
       "      <td>  99.93</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 02:00:00</th>\n",
       "      <td> -2.7</td>\n",
       "      <td> -6.0</td>\n",
       "      <td> 78</td>\n",
       "      <td> 28</td>\n",
       "      <td> 19.3</td>\n",
       "      <td> 100.08</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 03:00:00</th>\n",
       "      <td> -5.6</td>\n",
       "      <td>-11.7</td>\n",
       "      <td> 62</td>\n",
       "      <td> 30</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.21</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 04:00:00</th>\n",
       "      <td> -7.7</td>\n",
       "      <td>-12.6</td>\n",
       "      <td> 68</td>\n",
       "      <td> 35</td>\n",
       "      <td> 19.3</td>\n",
       "      <td> 100.32</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 05:00:00</th>\n",
       "      <td> -9.7</td>\n",
       "      <td>-14.8</td>\n",
       "      <td> 66</td>\n",
       "      <td> 33</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.47</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 06:00:00</th>\n",
       "      <td>-11.1</td>\n",
       "      <td>-17.0</td>\n",
       "      <td> 62</td>\n",
       "      <td> 30</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.65</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 07:00:00</th>\n",
       "      <td>-12.2</td>\n",
       "      <td>-17.2</td>\n",
       "      <td> 66</td>\n",
       "      <td> 20</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.78</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 08:00:00</th>\n",
       "      <td>-13.0</td>\n",
       "      <td>-17.7</td>\n",
       "      <td> 68</td>\n",
       "      <td> 13</td>\n",
       "      <td> 24.1</td>\n",
       "      <td> 100.87</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 09:00:00</th>\n",
       "      <td>-13.0</td>\n",
       "      <td>-17.3</td>\n",
       "      <td> 70</td>\n",
       "      <td> 20</td>\n",
       "      <td> 24.1</td>\n",
       "      <td> 100.86</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 10:00:00</th>\n",
       "      <td>-12.6</td>\n",
       "      <td>-17.8</td>\n",
       "      <td> 65</td>\n",
       "      <td> 19</td>\n",
       "      <td> 24.1</td>\n",
       "      <td> 100.90</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 11:00:00</th>\n",
       "      <td>-12.2</td>\n",
       "      <td>-17.6</td>\n",
       "      <td> 64</td>\n",
       "      <td> 22</td>\n",
       "      <td> 24.1</td>\n",
       "      <td> 100.88</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 12:00:00</th>\n",
       "      <td>-11.8</td>\n",
       "      <td>-17.2</td>\n",
       "      <td> 64</td>\n",
       "      <td> 26</td>\n",
       "      <td> 24.1</td>\n",
       "      <td> 100.87</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 13:00:00</th>\n",
       "      <td>-11.3</td>\n",
       "      <td>-17.4</td>\n",
       "      <td> 61</td>\n",
       "      <td> 26</td>\n",
       "      <td> 24.1</td>\n",
       "      <td> 100.83</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 14:00:00</th>\n",
       "      <td>-11.3</td>\n",
       "      <td>-17.4</td>\n",
       "      <td> 61</td>\n",
       "      <td> 28</td>\n",
       "      <td> 24.1</td>\n",
       "      <td> 100.82</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 15:00:00</th>\n",
       "      <td>-11.4</td>\n",
       "      <td>-17.6</td>\n",
       "      <td> 60</td>\n",
       "      <td> 30</td>\n",
       "      <td> 24.1</td>\n",
       "      <td> 100.85</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 16:00:00</th>\n",
       "      <td>-12.0</td>\n",
       "      <td>-18.0</td>\n",
       "      <td> 61</td>\n",
       "      <td> 22</td>\n",
       "      <td> 24.1</td>\n",
       "      <td> 100.81</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 17:00:00</th>\n",
       "      <td>-13.0</td>\n",
       "      <td>-18.4</td>\n",
       "      <td> 64</td>\n",
       "      <td> 19</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.90</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 18:00:00</th>\n",
       "      <td>-13.4</td>\n",
       "      <td>-18.4</td>\n",
       "      <td> 66</td>\n",
       "      <td> 24</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.96</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 19:00:00</th>\n",
       "      <td>-14.1</td>\n",
       "      <td>-18.7</td>\n",
       "      <td> 68</td>\n",
       "      <td> 20</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.02</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 20:00:00</th>\n",
       "      <td>-14.3</td>\n",
       "      <td>-19.0</td>\n",
       "      <td> 67</td>\n",
       "      <td> 15</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.04</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 21:00:00</th>\n",
       "      <td>-14.8</td>\n",
       "      <td>-19.5</td>\n",
       "      <td> 67</td>\n",
       "      <td> 15</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.98</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 22:00:00</th>\n",
       "      <td>-16.3</td>\n",
       "      <td>-20.2</td>\n",
       "      <td> 72</td>\n",
       "      <td>  7</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.98</td>\n",
       "      <td> Mostly Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-01 23:00:00</th>\n",
       "      <td>-15.4</td>\n",
       "      <td>-19.8</td>\n",
       "      <td> 69</td>\n",
       "      <td> 11</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.99</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-02 00:00:00</th>\n",
       "      <td>-14.0</td>\n",
       "      <td>-18.4</td>\n",
       "      <td> 69</td>\n",
       "      <td> 11</td>\n",
       "      <td> 19.3</td>\n",
       "      <td> 100.96</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-02 01:00:00</th>\n",
       "      <td>-14.1</td>\n",
       "      <td>-18.3</td>\n",
       "      <td> 70</td>\n",
       "      <td> 11</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.91</td>\n",
       "      <td> Mostly Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-02 02:00:00</th>\n",
       "      <td>-14.3</td>\n",
       "      <td>-18.3</td>\n",
       "      <td> 72</td>\n",
       "      <td> 13</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 100.94</td>\n",
       "      <td>  Snow Showers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-02 03:00:00</th>\n",
       "      <td>-14.7</td>\n",
       "      <td>-18.0</td>\n",
       "      <td> 76</td>\n",
       "      <td>  9</td>\n",
       "      <td> 19.3</td>\n",
       "      <td> 100.91</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-02 04:00:00</th>\n",
       "      <td>-14.2</td>\n",
       "      <td>-17.1</td>\n",
       "      <td> 79</td>\n",
       "      <td>  6</td>\n",
       "      <td>  9.7</td>\n",
       "      <td> 100.83</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-01-02 05:00:00</th>\n",
       "      <td>-14.3</td>\n",
       "      <td>-17.0</td>\n",
       "      <td> 80</td>\n",
       "      <td>  0</td>\n",
       "      <td>  6.4</td>\n",
       "      <td> 100.81</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 18:00:00</th>\n",
       "      <td>-12.6</td>\n",
       "      <td>-16.0</td>\n",
       "      <td> 76</td>\n",
       "      <td> 24</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.36</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 19:00:00</th>\n",
       "      <td>-13.4</td>\n",
       "      <td>-16.5</td>\n",
       "      <td> 77</td>\n",
       "      <td> 26</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.47</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 20:00:00</th>\n",
       "      <td>-13.8</td>\n",
       "      <td>-16.5</td>\n",
       "      <td> 80</td>\n",
       "      <td> 24</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.52</td>\n",
       "      <td>         Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 21:00:00</th>\n",
       "      <td>-13.8</td>\n",
       "      <td>-16.5</td>\n",
       "      <td> 80</td>\n",
       "      <td> 20</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.50</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 22:00:00</th>\n",
       "      <td>-13.7</td>\n",
       "      <td>-16.3</td>\n",
       "      <td> 81</td>\n",
       "      <td> 19</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.54</td>\n",
       "      <td>  Mainly Clear</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-30 23:00:00</th>\n",
       "      <td>-12.1</td>\n",
       "      <td>-15.1</td>\n",
       "      <td> 78</td>\n",
       "      <td> 28</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.52</td>\n",
       "      <td> Mostly Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 00:00:00</th>\n",
       "      <td>-11.1</td>\n",
       "      <td>-14.4</td>\n",
       "      <td> 77</td>\n",
       "      <td> 26</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.51</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 01:00:00</th>\n",
       "      <td>-10.7</td>\n",
       "      <td>-14.0</td>\n",
       "      <td> 77</td>\n",
       "      <td> 15</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.50</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 02:00:00</th>\n",
       "      <td>-10.1</td>\n",
       "      <td>-13.4</td>\n",
       "      <td> 77</td>\n",
       "      <td>  9</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.45</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 03:00:00</th>\n",
       "      <td>-11.8</td>\n",
       "      <td>-14.4</td>\n",
       "      <td> 81</td>\n",
       "      <td>  6</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.42</td>\n",
       "      <td> Mostly Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 04:00:00</th>\n",
       "      <td>-10.5</td>\n",
       "      <td>-12.8</td>\n",
       "      <td> 83</td>\n",
       "      <td> 11</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.34</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 05:00:00</th>\n",
       "      <td>-10.2</td>\n",
       "      <td>-12.4</td>\n",
       "      <td> 84</td>\n",
       "      <td>  6</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.28</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 06:00:00</th>\n",
       "      <td> -9.7</td>\n",
       "      <td>-11.7</td>\n",
       "      <td> 85</td>\n",
       "      <td>  4</td>\n",
       "      <td> 25.0</td>\n",
       "      <td> 101.23</td>\n",
       "      <td>        Cloudy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 07:00:00</th>\n",
       "      <td> -9.3</td>\n",
       "      <td>-11.3</td>\n",
       "      <td> 85</td>\n",
       "      <td>  0</td>\n",
       "      <td> 19.3</td>\n",
       "      <td> 101.19</td>\n",
       "      <td>  Snow Showers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 08:00:00</th>\n",
       "      <td> -8.6</td>\n",
       "      <td>-10.3</td>\n",
       "      <td> 87</td>\n",
       "      <td>  4</td>\n",
       "      <td>  3.2</td>\n",
       "      <td> 101.14</td>\n",
       "      <td>  Snow Showers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 09:00:00</th>\n",
       "      <td> -8.1</td>\n",
       "      <td> -9.6</td>\n",
       "      <td> 89</td>\n",
       "      <td>  4</td>\n",
       "      <td>  2.4</td>\n",
       "      <td> 101.09</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 10:00:00</th>\n",
       "      <td> -7.4</td>\n",
       "      <td> -8.9</td>\n",
       "      <td> 89</td>\n",
       "      <td>  4</td>\n",
       "      <td>  6.4</td>\n",
       "      <td> 101.05</td>\n",
       "      <td>      Snow,Fog</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 11:00:00</th>\n",
       "      <td> -6.7</td>\n",
       "      <td> -7.9</td>\n",
       "      <td> 91</td>\n",
       "      <td>  9</td>\n",
       "      <td>  9.7</td>\n",
       "      <td> 100.93</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 12:00:00</th>\n",
       "      <td> -5.8</td>\n",
       "      <td> -7.5</td>\n",
       "      <td> 88</td>\n",
       "      <td>  4</td>\n",
       "      <td> 12.9</td>\n",
       "      <td> 100.78</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 13:00:00</th>\n",
       "      <td> -4.6</td>\n",
       "      <td> -6.6</td>\n",
       "      <td> 86</td>\n",
       "      <td>  4</td>\n",
       "      <td> 12.9</td>\n",
       "      <td> 100.63</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 14:00:00</th>\n",
       "      <td> -3.4</td>\n",
       "      <td> -5.7</td>\n",
       "      <td> 84</td>\n",
       "      <td>  6</td>\n",
       "      <td> 11.3</td>\n",
       "      <td> 100.57</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 15:00:00</th>\n",
       "      <td> -2.3</td>\n",
       "      <td> -4.6</td>\n",
       "      <td> 84</td>\n",
       "      <td>  9</td>\n",
       "      <td>  9.7</td>\n",
       "      <td> 100.47</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 16:00:00</th>\n",
       "      <td> -1.4</td>\n",
       "      <td> -4.0</td>\n",
       "      <td> 82</td>\n",
       "      <td> 13</td>\n",
       "      <td> 12.9</td>\n",
       "      <td> 100.40</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 17:00:00</th>\n",
       "      <td> -1.1</td>\n",
       "      <td> -3.3</td>\n",
       "      <td> 85</td>\n",
       "      <td> 19</td>\n",
       "      <td>  9.7</td>\n",
       "      <td> 100.30</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 18:00:00</th>\n",
       "      <td> -1.3</td>\n",
       "      <td> -3.1</td>\n",
       "      <td> 88</td>\n",
       "      <td> 17</td>\n",
       "      <td>  9.7</td>\n",
       "      <td> 100.19</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 19:00:00</th>\n",
       "      <td>  0.1</td>\n",
       "      <td> -2.7</td>\n",
       "      <td> 81</td>\n",
       "      <td> 30</td>\n",
       "      <td>  9.7</td>\n",
       "      <td> 100.13</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 20:00:00</th>\n",
       "      <td>  0.2</td>\n",
       "      <td> -2.4</td>\n",
       "      <td> 83</td>\n",
       "      <td> 24</td>\n",
       "      <td>  9.7</td>\n",
       "      <td> 100.03</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 21:00:00</th>\n",
       "      <td> -0.5</td>\n",
       "      <td> -1.5</td>\n",
       "      <td> 93</td>\n",
       "      <td> 28</td>\n",
       "      <td>  4.8</td>\n",
       "      <td>  99.95</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 22:00:00</th>\n",
       "      <td> -0.2</td>\n",
       "      <td> -1.8</td>\n",
       "      <td> 89</td>\n",
       "      <td> 28</td>\n",
       "      <td>  9.7</td>\n",
       "      <td>  99.91</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-12-31 23:00:00</th>\n",
       "      <td>  0.0</td>\n",
       "      <td> -2.1</td>\n",
       "      <td> 86</td>\n",
       "      <td> 30</td>\n",
       "      <td> 11.3</td>\n",
       "      <td>  99.89</td>\n",
       "      <td>          Snow</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8784 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Temp (C)  Dew Point Temp (C)  Rel Hum (%)  \\\n",
       "Date/Time                                                        \n",
       "2013-01-01 00:00:00      -1.0                -1.7           95   \n",
       "2013-01-01 01:00:00      -2.0                -5.1           79   \n",
       "2013-01-01 02:00:00      -2.7                -6.0           78   \n",
       "2013-01-01 03:00:00      -5.6               -11.7           62   \n",
       "2013-01-01 04:00:00      -7.7               -12.6           68   \n",
       "2013-01-01 05:00:00      -9.7               -14.8           66   \n",
       "2013-01-01 06:00:00     -11.1               -17.0           62   \n",
       "2013-01-01 07:00:00     -12.2               -17.2           66   \n",
       "2013-01-01 08:00:00     -13.0               -17.7           68   \n",
       "2013-01-01 09:00:00     -13.0               -17.3           70   \n",
       "2013-01-01 10:00:00     -12.6               -17.8           65   \n",
       "2013-01-01 11:00:00     -12.2               -17.6           64   \n",
       "2013-01-01 12:00:00     -11.8               -17.2           64   \n",
       "2013-01-01 13:00:00     -11.3               -17.4           61   \n",
       "2013-01-01 14:00:00     -11.3               -17.4           61   \n",
       "2013-01-01 15:00:00     -11.4               -17.6           60   \n",
       "2013-01-01 16:00:00     -12.0               -18.0           61   \n",
       "2013-01-01 17:00:00     -13.0               -18.4           64   \n",
       "2013-01-01 18:00:00     -13.4               -18.4           66   \n",
       "2013-01-01 19:00:00     -14.1               -18.7           68   \n",
       "2013-01-01 20:00:00     -14.3               -19.0           67   \n",
       "2013-01-01 21:00:00     -14.8               -19.5           67   \n",
       "2013-01-01 22:00:00     -16.3               -20.2           72   \n",
       "2013-01-01 23:00:00     -15.4               -19.8           69   \n",
       "2013-01-02 00:00:00     -14.0               -18.4           69   \n",
       "2013-01-02 01:00:00     -14.1               -18.3           70   \n",
       "2013-01-02 02:00:00     -14.3               -18.3           72   \n",
       "2013-01-02 03:00:00     -14.7               -18.0           76   \n",
       "2013-01-02 04:00:00     -14.2               -17.1           79   \n",
       "2013-01-02 05:00:00     -14.3               -17.0           80   \n",
       "...                       ...                 ...          ...   \n",
       "2012-12-30 18:00:00     -12.6               -16.0           76   \n",
       "2012-12-30 19:00:00     -13.4               -16.5           77   \n",
       "2012-12-30 20:00:00     -13.8               -16.5           80   \n",
       "2012-12-30 21:00:00     -13.8               -16.5           80   \n",
       "2012-12-30 22:00:00     -13.7               -16.3           81   \n",
       "2012-12-30 23:00:00     -12.1               -15.1           78   \n",
       "2012-12-31 00:00:00     -11.1               -14.4           77   \n",
       "2012-12-31 01:00:00     -10.7               -14.0           77   \n",
       "2012-12-31 02:00:00     -10.1               -13.4           77   \n",
       "2012-12-31 03:00:00     -11.8               -14.4           81   \n",
       "2012-12-31 04:00:00     -10.5               -12.8           83   \n",
       "2012-12-31 05:00:00     -10.2               -12.4           84   \n",
       "2012-12-31 06:00:00      -9.7               -11.7           85   \n",
       "2012-12-31 07:00:00      -9.3               -11.3           85   \n",
       "2012-12-31 08:00:00      -8.6               -10.3           87   \n",
       "2012-12-31 09:00:00      -8.1                -9.6           89   \n",
       "2012-12-31 10:00:00      -7.4                -8.9           89   \n",
       "2012-12-31 11:00:00      -6.7                -7.9           91   \n",
       "2012-12-31 12:00:00      -5.8                -7.5           88   \n",
       "2012-12-31 13:00:00      -4.6                -6.6           86   \n",
       "2012-12-31 14:00:00      -3.4                -5.7           84   \n",
       "2012-12-31 15:00:00      -2.3                -4.6           84   \n",
       "2012-12-31 16:00:00      -1.4                -4.0           82   \n",
       "2012-12-31 17:00:00      -1.1                -3.3           85   \n",
       "2012-12-31 18:00:00      -1.3                -3.1           88   \n",
       "2012-12-31 19:00:00       0.1                -2.7           81   \n",
       "2012-12-31 20:00:00       0.2                -2.4           83   \n",
       "2012-12-31 21:00:00      -0.5                -1.5           93   \n",
       "2012-12-31 22:00:00      -0.2                -1.8           89   \n",
       "2012-12-31 23:00:00       0.0                -2.1           86   \n",
       "\n",
       "                     Wind Spd (km/h)  Visibility (km)  Stn Press (kPa)  \\\n",
       "Date/Time                                                                \n",
       "2013-01-01 00:00:00               35              6.4            99.89   \n",
       "2013-01-01 01:00:00               35             16.1            99.93   \n",
       "2013-01-01 02:00:00               28             19.3           100.08   \n",
       "2013-01-01 03:00:00               30             25.0           100.21   \n",
       "2013-01-01 04:00:00               35             19.3           100.32   \n",
       "2013-01-01 05:00:00               33             25.0           100.47   \n",
       "2013-01-01 06:00:00               30             25.0           100.65   \n",
       "2013-01-01 07:00:00               20             25.0           100.78   \n",
       "2013-01-01 08:00:00               13             24.1           100.87   \n",
       "2013-01-01 09:00:00               20             24.1           100.86   \n",
       "2013-01-01 10:00:00               19             24.1           100.90   \n",
       "2013-01-01 11:00:00               22             24.1           100.88   \n",
       "2013-01-01 12:00:00               26             24.1           100.87   \n",
       "2013-01-01 13:00:00               26             24.1           100.83   \n",
       "2013-01-01 14:00:00               28             24.1           100.82   \n",
       "2013-01-01 15:00:00               30             24.1           100.85   \n",
       "2013-01-01 16:00:00               22             24.1           100.81   \n",
       "2013-01-01 17:00:00               19             25.0           100.90   \n",
       "2013-01-01 18:00:00               24             25.0           100.96   \n",
       "2013-01-01 19:00:00               20             25.0           101.02   \n",
       "2013-01-01 20:00:00               15             25.0           101.04   \n",
       "2013-01-01 21:00:00               15             25.0           100.98   \n",
       "2013-01-01 22:00:00                7             25.0           100.98   \n",
       "2013-01-01 23:00:00               11             25.0           100.99   \n",
       "2013-01-02 00:00:00               11             19.3           100.96   \n",
       "2013-01-02 01:00:00               11             25.0           100.91   \n",
       "2013-01-02 02:00:00               13             25.0           100.94   \n",
       "2013-01-02 03:00:00                9             19.3           100.91   \n",
       "2013-01-02 04:00:00                6              9.7           100.83   \n",
       "2013-01-02 05:00:00                0              6.4           100.81   \n",
       "...                              ...              ...              ...   \n",
       "2012-12-30 18:00:00               24             25.0           101.36   \n",
       "2012-12-30 19:00:00               26             25.0           101.47   \n",
       "2012-12-30 20:00:00               24             25.0           101.52   \n",
       "2012-12-30 21:00:00               20             25.0           101.50   \n",
       "2012-12-30 22:00:00               19             25.0           101.54   \n",
       "2012-12-30 23:00:00               28             25.0           101.52   \n",
       "2012-12-31 00:00:00               26             25.0           101.51   \n",
       "2012-12-31 01:00:00               15             25.0           101.50   \n",
       "2012-12-31 02:00:00                9             25.0           101.45   \n",
       "2012-12-31 03:00:00                6             25.0           101.42   \n",
       "2012-12-31 04:00:00               11             25.0           101.34   \n",
       "2012-12-31 05:00:00                6             25.0           101.28   \n",
       "2012-12-31 06:00:00                4             25.0           101.23   \n",
       "2012-12-31 07:00:00                0             19.3           101.19   \n",
       "2012-12-31 08:00:00                4              3.2           101.14   \n",
       "2012-12-31 09:00:00                4              2.4           101.09   \n",
       "2012-12-31 10:00:00                4              6.4           101.05   \n",
       "2012-12-31 11:00:00                9              9.7           100.93   \n",
       "2012-12-31 12:00:00                4             12.9           100.78   \n",
       "2012-12-31 13:00:00                4             12.9           100.63   \n",
       "2012-12-31 14:00:00                6             11.3           100.57   \n",
       "2012-12-31 15:00:00                9              9.7           100.47   \n",
       "2012-12-31 16:00:00               13             12.9           100.40   \n",
       "2012-12-31 17:00:00               19              9.7           100.30   \n",
       "2012-12-31 18:00:00               17              9.7           100.19   \n",
       "2012-12-31 19:00:00               30              9.7           100.13   \n",
       "2012-12-31 20:00:00               24              9.7           100.03   \n",
       "2012-12-31 21:00:00               28              4.8            99.95   \n",
       "2012-12-31 22:00:00               28              9.7            99.91   \n",
       "2012-12-31 23:00:00               30             11.3            99.89   \n",
       "\n",
       "                           Weather  \n",
       "Date/Time                           \n",
       "2013-01-01 00:00:00           Snow  \n",
       "2013-01-01 01:00:00   Mainly Clear  \n",
       "2013-01-01 02:00:00           Snow  \n",
       "2013-01-01 03:00:00          Clear  \n",
       "2013-01-01 04:00:00   Mainly Clear  \n",
       "2013-01-01 05:00:00          Clear  \n",
       "2013-01-01 06:00:00          Clear  \n",
       "2013-01-01 07:00:00          Clear  \n",
       "2013-01-01 08:00:00          Clear  \n",
       "2013-01-01 09:00:00          Clear  \n",
       "2013-01-01 10:00:00          Clear  \n",
       "2013-01-01 11:00:00   Mainly Clear  \n",
       "2013-01-01 12:00:00   Mainly Clear  \n",
       "2013-01-01 13:00:00   Mainly Clear  \n",
       "2013-01-01 14:00:00   Mainly Clear  \n",
       "2013-01-01 15:00:00   Mainly Clear  \n",
       "2013-01-01 16:00:00   Mainly Clear  \n",
       "2013-01-01 17:00:00          Clear  \n",
       "2013-01-01 18:00:00          Clear  \n",
       "2013-01-01 19:00:00          Clear  \n",
       "2013-01-01 20:00:00          Clear  \n",
       "2013-01-01 21:00:00   Mainly Clear  \n",
       "2013-01-01 22:00:00  Mostly Cloudy  \n",
       "2013-01-01 23:00:00         Cloudy  \n",
       "2013-01-02 00:00:00           Snow  \n",
       "2013-01-02 01:00:00  Mostly Cloudy  \n",
       "2013-01-02 02:00:00   Snow Showers  \n",
       "2013-01-02 03:00:00           Snow  \n",
       "2013-01-02 04:00:00           Snow  \n",
       "2013-01-02 05:00:00           Snow  \n",
       "...                            ...  \n",
       "2012-12-30 18:00:00   Mainly Clear  \n",
       "2012-12-30 19:00:00   Mainly Clear  \n",
       "2012-12-30 20:00:00          Clear  \n",
       "2012-12-30 21:00:00   Mainly Clear  \n",
       "2012-12-30 22:00:00   Mainly Clear  \n",
       "2012-12-30 23:00:00  Mostly Cloudy  \n",
       "2012-12-31 00:00:00         Cloudy  \n",
       "2012-12-31 01:00:00         Cloudy  \n",
       "2012-12-31 02:00:00         Cloudy  \n",
       "2012-12-31 03:00:00  Mostly Cloudy  \n",
       "2012-12-31 04:00:00         Cloudy  \n",
       "2012-12-31 05:00:00         Cloudy  \n",
       "2012-12-31 06:00:00         Cloudy  \n",
       "2012-12-31 07:00:00   Snow Showers  \n",
       "2012-12-31 08:00:00   Snow Showers  \n",
       "2012-12-31 09:00:00           Snow  \n",
       "2012-12-31 10:00:00       Snow,Fog  \n",
       "2012-12-31 11:00:00           Snow  \n",
       "2012-12-31 12:00:00           Snow  \n",
       "2012-12-31 13:00:00           Snow  \n",
       "2012-12-31 14:00:00           Snow  \n",
       "2012-12-31 15:00:00           Snow  \n",
       "2012-12-31 16:00:00           Snow  \n",
       "2012-12-31 17:00:00           Snow  \n",
       "2012-12-31 18:00:00           Snow  \n",
       "2012-12-31 19:00:00           Snow  \n",
       "2012-12-31 20:00:00           Snow  \n",
       "2012-12-31 21:00:00           Snow  \n",
       "2012-12-31 22:00:00           Snow  \n",
       "2012-12-31 23:00:00           Snow  \n",
       "\n",
       "[8784 rows x 7 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_2012 = pd.concat(data_by_month)\n",
    "weather_2012"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5.4 Saving to a CSV"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It's slow and unnecessary to download the data every time, so let's save our dataframe for later use!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "weather_2012.to_csv('../data/weather_2012.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And we're done!"
   ]
  }
 ],
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